Profiling Report

Brought to you by YData

Dataset statistics

Number of variables	16
Number of observations	2156
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	269.6 KiB
Average record size in memory	128.1 B

Variable types

Numeric	16

Alerts

`feat_net_attrition` is highly overall correlated with `feat_passive_renewal`	High correlation
`feat_passive_renewal` is highly overall correlated with `feat_net_attrition` and 3 other fields	High correlation
`feat_pct_FPL_100_150` is highly overall correlated with `feat_passive_renewal` and 6 other fields	High correlation
`feat_pct_FPL_150_250` is highly overall correlated with `feat_pct_FPL_100_150` and 2 other fields	High correlation
`feat_pct_FPL_250_400` is highly overall correlated with `feat_passive_renewal` and 6 other fields	High correlation
`feat_pct_FPL_400_plus` is highly overall correlated with `feat_passive_renewal` and 5 other fields	High correlation
`feat_pct_asian` is highly overall correlated with `feat_pct_black`	High correlation
`feat_pct_black` is highly overall correlated with `feat_pct_FPL_100_150` and 2 other fields	High correlation
`feat_pct_bronze` is highly overall correlated with `feat_pct_FPL_100_150` and 2 other fields	High correlation
`feat_subsidy_coverage_ratio` is highly overall correlated with `feat_pct_FPL_100_150` and 2 other fields	High correlation
`feat_pct_bronze` has 167 (7.7%) zeros	Zeros
`feat_pct_gold` has 578 (26.8%) zeros	Zeros
`feat_pct_FPL_100_150` has 45 (2.1%) zeros	Zeros
`feat_pct_FPL_250_400` has 34 (1.6%) zeros	Zeros
`feat_pct_FPL_400_plus` has 180 (8.3%) zeros	Zeros
`feat_net_attrition` has 548 (25.4%) zeros	Zeros
`feat_market_newness` has 38 (1.8%) zeros	Zeros
`feat_passive_renewal` has 41 (1.9%) zeros	Zeros
`feat_pct_black` has 1128 (52.3%) zeros	Zeros
`feat_pct_hispanic` has 672 (31.2%) zeros	Zeros
`feat_pct_asian` has 985 (45.7%) zeros	Zeros
`feat_pct_aian` has 1691 (78.4%) zeros	Zeros

Reproduction

Analysis started	2026-02-15 20:31:34.358502
Analysis finished	2026-02-15 20:31:54.067380
Duration	19.71 seconds
Software version	ydata-profiling vv4.17.0
Download configuration	config.json

feat_pct_bronze
Real number (ℝ)

High correlation Zeros

Distinct	1969
Distinct (%)	91.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.474937

Minimum	0
Maximum	92.349727
Zeros	167
Zeros (%)	7.7%
Negative	0
Negative (%)	0.0%
Memory size	17.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	26.423593
median	36.548753
Q3	47.128258
95-th percentile	60.346278
Maximum	92.349727
Range	92.349727
Interquartile range (IQR)	20.704664

Descriptive statistics

Standard deviation	16.899299
Coefficient of variation (CV)	0.47637291
Kurtosis	-0.14997117
Mean	35.474937
Median Absolute Deviation (MAD)	10.335416
Skewness	-0.35678623
Sum	76483.965
Variance	285.58631
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	167	7.7%
50	3	0.1%
29.41176471	2	0.1%
34.25414365	2	0.1%
46.32768362	2	0.1%
35.29411765	2	0.1%
33.33333333	2	0.1%
16.66666667	2	0.1%
25	2	0.1%
55.29953917	2	0.1%
Other values (1959)	1970	91.4%

Value	Count	Frequency (%)
0	167	7.7%
2.633069083	1	< 0.1%
3.049801631	1	< 0.1%
3.685741998	1	< 0.1%
5.079527963	1	< 0.1%
5.215827338	1	< 0.1%
5.282806227	1	< 0.1%
5.293741564	1	< 0.1%
5.706134094	1	< 0.1%
6.268958544	1	< 0.1%

Value	Count	Frequency (%)
92.34972678	1	< 0.1%
80.21978022	1	< 0.1%
78.57142857	1	< 0.1%
77.6674938	1	< 0.1%
77.08333333	1	< 0.1%
76.54320988	1	< 0.1%
76.52173913	1	< 0.1%
76.24929815	1	< 0.1%
75.99309154	1	< 0.1%
75.81300813	1	< 0.1%

feat_pct_gold
Real number (ℝ)

Zeros

Distinct	1556
Distinct (%)	72.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.539828

Minimum	0
Maximum	82.352941
Zeros	578
Zeros (%)	26.8%
Negative	0
Negative (%)	0.0%
Memory size	17.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	5.4375943
Q3	18.542936
95-th percentile	48.291614
Maximum	82.352941
Range	82.352941
Interquartile range (IQR)	18.542936

Descriptive statistics

Standard deviation	15.902447
Coefficient of variation (CV)	1.2681551
Kurtosis	0.88815553
Mean	12.539828
Median Absolute Deviation (MAD)	5.4375943
Skewness	1.394194
Sum	27035.87
Variance	252.88783
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	578	26.8%
3.846153846	3	0.1%
8.333333333	3	0.1%
18.75	2	0.1%
17.39130435	2	0.1%
7.537688442	2	0.1%
39.47368421	2	0.1%
4.166666667	2	0.1%
41.50943396	2	0.1%
9.420289855	2	0.1%
Other values (1546)	1558	72.3%

Value	Count	Frequency (%)
0	578	26.8%
0.4005059022	1	< 0.1%
0.4089382211	1	< 0.1%
0.4335260116	1	< 0.1%
0.45	1	< 0.1%
0.5153374233	1	< 0.1%
0.5171299289	1	< 0.1%
0.5415737496	1	< 0.1%
0.5897530409	1	< 0.1%
0.6261510129	1	< 0.1%

Value	Count	Frequency (%)
82.35294118	1	< 0.1%
64.97093023	1	< 0.1%
64.87804878	1	< 0.1%
64.65517241	1	< 0.1%
64.09185804	1	< 0.1%
63.27868852	1	< 0.1%
62.64732548	1	< 0.1%
62.55648806	1	< 0.1%
62.06896552	1	< 0.1%
60.91370558	1	< 0.1%

feat_pct_FPL_100_150
Real number (ℝ)

High correlation Zeros

Distinct	2094
Distinct (%)	97.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40.460193

Minimum	0
Maximum	91.269841
Zeros	45
Zeros (%)	2.1%
Negative	0
Negative (%)	0.0%
Memory size	17.0 KiB

Quantile statistics

Minimum	0
5-th percentile	9.6316029
Q1	23.017083
median	41.355215
Q3	56.352709
95-th percentile	71.4889
Maximum	91.269841
Range	91.269841
Interquartile range (IQR)	33.335626

Descriptive statistics

Standard deviation	20.001801
Coefficient of variation (CV)	0.49435752
Kurtosis	-0.91260703
Mean	40.460193
Median Absolute Deviation (MAD)	16.781785
Skewness	-0.018822769
Sum	87232.176
Variance	400.07203
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	45	2.1%
16.66666667	3	0.1%
50	3	0.1%
38.70967742	2	0.1%
25.58139535	2	0.1%
39.13043478	2	0.1%
43.90243902	2	0.1%
40.37037037	2	0.1%
18.46153846	2	0.1%
53.92670157	2	0.1%
Other values (2084)	2091	97.0%

Value	Count	Frequency (%)
0	45	2.1%
3.466644812	1	< 0.1%
3.687635575	1	< 0.1%
4.347826087	1	< 0.1%
4.349484929	1	< 0.1%
4.369274137	1	< 0.1%
4.571428571	1	< 0.1%
4.709372393	1	< 0.1%
4.900181488	1	< 0.1%
4.947433519	1	< 0.1%

Value	Count	Frequency (%)
91.26984127	1	< 0.1%
85.71428571	1	< 0.1%
85.06304559	1	< 0.1%
85	1	< 0.1%
84.70633105	1	< 0.1%
84.64256591	1	< 0.1%
84.31372549	1	< 0.1%
84.21461897	1	< 0.1%
83.89438944	1	< 0.1%
83.6809816	1	< 0.1%

feat_pct_FPL_150_250
Real number (ℝ)

High correlation

Distinct	2107
Distinct (%)	97.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30.587778

Minimum	0
Maximum	58.244681
Zeros	15
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	17.0 KiB

Quantile statistics

Minimum	0
5-th percentile	18.957775
Q1	25.97829
median	31.017152
Q3	35.270805
95-th percentile	41.467516
Maximum	58.244681
Range	58.244681
Interquartile range (IQR)	9.2925155

Descriptive statistics

Standard deviation	7.2132163
Coefficient of variation (CV)	0.23582022
Kurtosis	1.6862595
Mean	30.587778
Median Absolute Deviation (MAD)	4.6131903
Skewness	-0.47070857
Sum	65947.248
Variance	52.030489
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	15	0.7%
37.5	4	0.2%
25	3	0.1%
34.09090909	3	0.1%
32.72727273	3	0.1%
33.33333333	2	0.1%
43.75	2	0.1%
33.33333333	2	0.1%
40	2	0.1%
37.53148615	2	0.1%
Other values (2097)	2118	98.2%

Value	Count	Frequency (%)
0	15	0.7%
8.438409311	1	< 0.1%
10.28037383	1	< 0.1%
10.62613666	1	< 0.1%
11.26516464	1	< 0.1%
11.77631579	1	< 0.1%
12.36749117	1	< 0.1%
12.73927393	1	< 0.1%
12.81464531	1	< 0.1%
13.33333333	1	< 0.1%

Value	Count	Frequency (%)
58.24468085	1	< 0.1%
57.26495726	1	< 0.1%
55.55555556	2	0.1%
54.38596491	1	< 0.1%
51.3368984	1	< 0.1%
50.77399381	1	< 0.1%
50	1	< 0.1%
49.70760234	1	< 0.1%
48.98648649	1	< 0.1%
48.54771784	1	< 0.1%

feat_pct_FPL_250_400
Real number (ℝ)

High correlation Zeros

Distinct	2103
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.506121

Minimum	0
Maximum	44.308231
Zeros	34
Zeros (%)	1.6%
Negative	0
Negative (%)	0.0%
Memory size	17.0 KiB

Quantile statistics

Minimum	0
5-th percentile	4.1079086
Q1	10.286275
median	15.696092
Q3	24.868
95-th percentile	33.902183
Maximum	44.308231
Range	44.308231
Interquartile range (IQR)	14.581725

Descriptive statistics

Standard deviation	9.3736499
Coefficient of variation (CV)	0.53544984
Kurtosis	-0.66361069
Mean	17.506121
Median Absolute Deviation (MAD)	6.724898
Skewness	0.39974455
Sum	37743.197
Variance	87.865312
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	34	1.6%
12.5	3	0.1%
16.4	2	0.1%
17.98941799	2	0.1%
28.20512821	2	0.1%
20	2	0.1%
15.78947368	2	0.1%
17.34104046	2	0.1%
17.94871795	2	0.1%
25	2	0.1%
Other values (2093)	2103	97.5%

Value	Count	Frequency (%)
0	34	1.6%
0.7367716008	1	< 0.1%
0.9916094584	1	< 0.1%
1.023255814	1	< 0.1%
1.074498567	1	< 0.1%
1.216365647	1	< 0.1%
1.2414196	1	< 0.1%
1.359064963	1	< 0.1%
1.398773006	1	< 0.1%
1.506024096	1	< 0.1%

Value	Count	Frequency (%)
44.30823117	1	< 0.1%
44.03183024	1	< 0.1%
43.06220096	1	< 0.1%
42.79279279	1	< 0.1%
42.77777778	1	< 0.1%
42.58706468	1	< 0.1%
41.92546584	1	< 0.1%
41.60583942	1	< 0.1%
41.49659864	1	< 0.1%
41.21212121	1	< 0.1%

feat_pct_FPL_400_plus
Real number (ℝ)

High correlation Zeros

Distinct	1946
Distinct (%)	90.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.6924398

Minimum	0
Maximum	35.771065
Zeros	180
Zeros (%)	8.3%
Negative	0
Negative (%)	0.0%
Memory size	17.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2.9923643
median	6.0227039
Q3	11.642186
95-th percentile	19.351049
Maximum	35.771065
Range	35.771065
Interquartile range (IQR)	8.6498217

Descriptive statistics

Standard deviation	6.0657756
Coefficient of variation (CV)	0.78853728
Kurtosis	0.32611168
Mean	7.6924398
Median Absolute Deviation (MAD)	3.824336
Skewness	0.8915878
Sum	16584.9
Variance	36.793633
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	180	8.3%
12.5	4	0.2%
13.33333333	3	0.1%
18.18181818	3	0.1%
15.06276151	2	0.1%
4.379562044	2	0.1%
6.01659751	2	0.1%
5.701754386	2	0.1%
10	2	0.1%
14.80263158	2	0.1%
Other values (1936)	1954	90.6%

Value	Count	Frequency (%)
0	180	8.3%
0.2628888564	1	< 0.1%
0.2740303541	1	< 0.1%
0.3533568905	1	< 0.1%
0.3551977267	1	< 0.1%
0.415896488	1	< 0.1%
0.496124031	1	< 0.1%
0.4968944099	1	< 0.1%
0.5034053894	1	< 0.1%
0.5062962482	1	< 0.1%

Value	Count	Frequency (%)
35.77106518	1	< 0.1%
34.83210017	1	< 0.1%
31.75182482	1	< 0.1%
30.73266678	1	< 0.1%
28.60403195	1	< 0.1%
26.95974576	1	< 0.1%
26.94610778	1	< 0.1%
26.47058824	1	< 0.1%
26.32719393	1	< 0.1%
26.1669024	1	< 0.1%

avg_premium_before_APTC
Real number (ℝ)

Distinct	575
Distinct (%)	26.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	709.69759

Minimum	414
Maximum	1483
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.0 KiB

Quantile statistics

Minimum	414
5-th percentile	532.75
Q1	609
median	669.5
Q3	758.25
95-th percentile	1077.25
Maximum	1483
Range	1069
Interquartile range (IQR)	149.25

Descriptive statistics

Standard deviation	160.22507
Coefficient of variation (CV)	0.22576527
Kurtosis	3.4763623
Mean	709.69759
Median Absolute Deviation (MAD)	70.5
Skewness	1.7179103
Sum	1530108
Variance	25672.072
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
598	22	1.0%
612	19	0.9%
599	16	0.7%
666	15	0.7%
605	14	0.6%
611	14	0.6%
622	13	0.6%
718	13	0.6%
644	13	0.6%
624	13	0.6%
Other values (565)	2004	92.9%

Value	Count	Frequency (%)
414	1	< 0.1%
420	1	< 0.1%
427	1	< 0.1%
437	1	< 0.1%
441	1	< 0.1%
444	1	< 0.1%
448	1	< 0.1%
449	1	< 0.1%
451	1	< 0.1%
452	1	< 0.1%

Value	Count	Frequency (%)
1483	1	< 0.1%
1459	1	< 0.1%
1417	1	< 0.1%
1414	1	< 0.1%
1397	1	< 0.1%
1388	1	< 0.1%
1370	1	< 0.1%
1343	1	< 0.1%
1321	1	< 0.1%
1312	1	< 0.1%

feat_subsidy_coverage_ratio
Real number (ℝ)

High correlation

Distinct	2085
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.84571797

Minimum	0.44936709
Maximum	0.99642218
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.0 KiB

Quantile statistics

Minimum	0.44936709
5-th percentile	0.70203395
Q1	0.79613036
median	0.85822403
Q3	0.91104049
95-th percentile	0.9446895
Maximum	0.99642218
Range	0.54705509
Interquartile range (IQR)	0.11491013

Descriptive statistics

Standard deviation	0.080799891
Coefficient of variation (CV)	0.095539995
Kurtosis	1.0229764
Mean	0.84571797
Median Absolute Deviation (MAD)	0.056023591
Skewness	-0.96090577
Sum	1823.3679
Variance	0.0065286223
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.8	5	0.2%
0.8125	4	0.2%
0.875	4	0.2%
0.8333333333	4	0.2%
0.9291338583	3	0.1%
0.914893617	2	0.1%
0.8858858859	2	0.1%
0.8111782477	2	0.1%
0.7971473851	2	0.1%
0.9162561576	2	0.1%
Other values (2075)	2126	98.6%

Value	Count	Frequency (%)
0.4493670886	1	< 0.1%
0.5032537961	1	< 0.1%
0.5152838428	1	< 0.1%
0.5177453027	1	< 0.1%
0.5265392781	1	< 0.1%
0.5296703297	1	< 0.1%
0.530884808	1	< 0.1%
0.5322245322	1	< 0.1%
0.5425101215	1	< 0.1%
0.5496062992	1	< 0.1%

Value	Count	Frequency (%)
0.9964221825	1	< 0.1%
0.9777517564	1	< 0.1%
0.976022567	1	< 0.1%
0.9751655629	1	< 0.1%
0.9743223966	1	< 0.1%
0.9723127036	1	< 0.1%
0.9709618875	1	< 0.1%
0.9702479339	1	< 0.1%
0.9701754386	1	< 0.1%
0.9677419355	1	< 0.1%

feat_net_attrition
Real number (ℝ)

High correlation Zeros

Distinct	1577
Distinct (%)	73.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.1208803

Minimum	0
Maximum	100
Zeros	548
Zeros (%)	25.4%
Negative	0
Negative (%)	0.0%
Memory size	17.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3.5463869
Q3	8.0926698
95-th percentile	17.260227
Maximum	100
Range	100
Interquartile range (IQR)	8.0926698

Descriptive statistics

Standard deviation	10.633021
Coefficient of variation (CV)	1.7371719
Kurtosis	37.981
Mean	6.1208803
Median Absolute Deviation (MAD)	3.5463869
Skewness	5.3642011
Sum	13196.618
Variance	113.06114
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	548	25.4%
50	15	0.7%
100	12	0.6%
2	2	0.1%
3.731343284	2	0.1%
3.125	2	0.1%
5	2	0.1%
2.903600465	2	0.1%
4.166666667	2	0.1%
3.448275862	2	0.1%
Other values (1567)	1567	72.7%

Value	Count	Frequency (%)
0	548	25.4%
0.0135501355	1	< 0.1%
0.02426006793	1	< 0.1%
0.03113325031	1	< 0.1%
0.03805175038	1	< 0.1%
0.05660911407	1	< 0.1%
0.06170934897	1	< 0.1%
0.0625880144	1	< 0.1%
0.06753714543	1	< 0.1%
0.06944444444	1	< 0.1%

Value	Count	Frequency (%)
100	12	0.6%
63.48314607	1	< 0.1%
63.33333333	1	< 0.1%
62.33766234	1	< 0.1%
61.19402985	1	< 0.1%
61.04651163	1	< 0.1%
60.52631579	1	< 0.1%
59.89010989	1	< 0.1%
59.23076923	1	< 0.1%
59.09090909	1	< 0.1%

feat_market_newness
Real number (ℝ)

Zeros

Distinct	2065
Distinct (%)	95.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.437474

Minimum	0
Maximum	50
Zeros	38
Zeros (%)	1.8%
Negative	0
Negative (%)	0.0%
Memory size	17.0 KiB

Quantile statistics

Minimum	0
5-th percentile	9.8424361
Q1	13.206105
median	15.349377
Q3	17.813738
95-th percentile	21.944257
Maximum	50
Range	50
Interquartile range (IQR)	4.6076328

Descriptive statistics

Standard deviation	4.1214823
Coefficient of variation (CV)	0.26697907
Kurtosis	5.1237294
Mean	15.437474
Median Absolute Deviation (MAD)	2.2797891
Skewness	-0.20061585
Sum	33283.193
Variance	16.986616
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	38	1.8%
16.66666667	4	0.2%
20	4	0.2%
16.92307692	3	0.1%
14.28571429	3	0.1%
12.5	3	0.1%
18.51851852	2	0.1%
17.62820513	2	0.1%
14.56692913	2	0.1%
15.23809524	2	0.1%
Other values (2055)	2093	97.1%

Value	Count	Frequency (%)
0	38	1.8%
5.247101891	1	< 0.1%
6.037735849	1	< 0.1%
6.296296296	1	< 0.1%
6.550218341	1	< 0.1%
6.554621849	1	< 0.1%
6.572769953	1	< 0.1%
6.800934034	1	< 0.1%
6.924643585	1	< 0.1%
7.00280112	1	< 0.1%

Value	Count	Frequency (%)
50	1	< 0.1%
39.28571429	1	< 0.1%
31.95876289	1	< 0.1%
30.02915452	1	< 0.1%
28.88086643	1	< 0.1%
27.32732733	1	< 0.1%
27.18446602	1	< 0.1%
27.08592777	1	< 0.1%
26.94716643	1	< 0.1%
26.28205128	1	< 0.1%

feat_passive_renewal
Real number (ℝ)

High correlation Zeros

Distinct	2090
Distinct (%)	96.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	47.090822

Minimum	0
Maximum	82.426778
Zeros	41
Zeros (%)	1.9%
Negative	0
Negative (%)	0.0%
Memory size	17.0 KiB

Quantile statistics

Minimum	0
5-th percentile	23.30774
Q1	38.565982
median	49.464953
Q3	57.107662
95-th percentile	66.18485
Maximum	82.426778
Range	82.426778
Interquartile range (IQR)	18.54168

Descriptive statistics

Standard deviation	14.080241
Coefficient of variation (CV)	0.29900181
Kurtosis	1.0227441
Mean	47.090822
Median Absolute Deviation (MAD)	9.0449832
Skewness	-0.85233261
Sum	101527.81
Variance	198.25319
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	41	1.9%
50	6	0.3%
40	4	0.2%
33.33333333	3	0.1%
30	2	0.1%
44.57831325	2	0.1%
34	2	0.1%
53.33333333	2	0.1%
63.73333333	2	0.1%
45.83333333	2	0.1%
Other values (2080)	2090	96.9%

Value	Count	Frequency (%)
0	41	1.9%
7.518796992	1	< 0.1%
9.254498715	1	< 0.1%
11.37566138	1	< 0.1%
11.79941003	1	< 0.1%
11.86708861	1	< 0.1%
11.9047619	1	< 0.1%
13.21721311	1	< 0.1%
13.49206349	1	< 0.1%
13.61867704	1	< 0.1%

Value	Count	Frequency (%)
82.42677824	1	< 0.1%
82.27571116	1	< 0.1%
77.20930233	1	< 0.1%
76.79558011	1	< 0.1%
76.5625	1	< 0.1%
74.79508197	1	< 0.1%
74.69464453	1	< 0.1%
74.09638554	1	< 0.1%
73.44913151	1	< 0.1%
73.31048517	1	< 0.1%

feat_pct_age_55_over
Real number (ℝ)

Distinct	2106
Distinct (%)	97.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.858555

Minimum	0
Maximum	59.701493
Zeros	11
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	17.0 KiB

Quantile statistics

Minimum	0
5-th percentile	19.217822
Q1	23.375755
median	26.686989
Q3	31.552538
95-th percentile	40.39993
Maximum	59.701493
Range	59.701493
Interquartile range (IQR)	8.1767827

Descriptive statistics

Standard deviation	7.0167887
Coefficient of variation (CV)	0.25187195
Kurtosis	2.3119517
Mean	27.858555
Median Absolute Deviation (MAD)	3.8061095
Skewness	0.6336414
Sum	60063.044
Variance	49.235323
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	11	0.5%
33.33333333	6	0.3%
23.80952381	3	0.1%
30.76923077	3	0.1%
36.36363636	3	0.1%
40	3	0.1%
40.0921659	2	0.1%
20.58823529	2	0.1%
26.8115942	2	0.1%
28.91791045	2	0.1%
Other values (2096)	2119	98.3%

Value	Count	Frequency (%)
0	11	0.5%
9.290397395	1	< 0.1%
11.41705843	1	< 0.1%
11.63918526	1	< 0.1%
11.90361777	1	< 0.1%
12.5	1	< 0.1%
12.86491687	1	< 0.1%
13.16715543	1	< 0.1%
13.33333333	1	< 0.1%
13.4156092	1	< 0.1%

Value	Count	Frequency (%)
59.70149254	1	< 0.1%
58.0952381	1	< 0.1%
56.88487585	1	< 0.1%
56.08614232	1	< 0.1%
54.96183206	1	< 0.1%
54.92289442	1	< 0.1%
54.02985075	1	< 0.1%
53.64238411	1	< 0.1%
53.33333333	1	< 0.1%
52.77989337	1	< 0.1%

feat_pct_black
Real number (ℝ)

High correlation Zeros

Distinct	1028
Distinct (%)	47.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.474265

Minimum	0
Maximum	38.028169
Zeros	1128
Zeros (%)	52.3%
Negative	0
Negative (%)	0.0%
Memory size	17.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2.877449
95-th percentile	12.059824
Maximum	38.028169
Range	38.028169
Interquartile range (IQR)	2.877449

Descriptive statistics

Standard deviation	4.5664365
Coefficient of variation (CV)	1.845573
Kurtosis	9.6068843
Mean	2.474265
Median Absolute Deviation (MAD)	0
Skewness	2.758765
Sum	5334.5152
Variance	20.852343
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1128	52.3%
0.5798629415	2	0.1%
11.66158537	1	< 0.1%
6.08040201	1	< 0.1%
0.8537279454	1	< 0.1%
1.238150513	1	< 0.1%
0.4180820486	1	< 0.1%
3.89709907	1	< 0.1%
1.891891892	1	< 0.1%
0.2636203866	1	< 0.1%
Other values (1018)	1018	47.2%

Value	Count	Frequency (%)
0	1128	52.3%
0.06160327491	1	< 0.1%
0.1122398238	1	< 0.1%
0.1126417991	1	< 0.1%
0.180369758	1	< 0.1%
0.1922152811	1	< 0.1%
0.213079823	1	< 0.1%
0.2336944976	1	< 0.1%
0.2381695732	1	< 0.1%
0.2567693744	1	< 0.1%

Value	Count	Frequency (%)
38.02816901	1	< 0.1%
37.12476251	1	< 0.1%
31.02409639	1	< 0.1%
30.84577114	1	< 0.1%
30.47355474	1	< 0.1%
27.45098039	1	< 0.1%
25.02720348	1	< 0.1%
24.62686567	1	< 0.1%
23.81924198	1	< 0.1%
23.79471229	1	< 0.1%

feat_pct_hispanic
Real number (ℝ)

Zeros

Distinct	1469
Distinct (%)	68.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.6365861

Minimum	0
Maximum	65.709832
Zeros	672
Zeros (%)	31.2%
Negative	0
Negative (%)	0.0%
Memory size	17.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1.6343835
Q3	4.1319117
95-th percentile	15.574598
Maximum	65.709832
Range	65.709832
Interquartile range (IQR)	4.1319117

Descriptive statistics

Standard deviation	6.2048762
Coefficient of variation (CV)	1.7062366
Kurtosis	22.225163
Mean	3.6365861
Median Absolute Deviation (MAD)	1.6343835
Skewness	3.9477002
Sum	7840.4795
Variance	38.500488
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	672	31.2%
1.052631579	3	0.1%
1.739130435	2	0.1%
1.564722617	2	0.1%
0.9090909091	2	0.1%
1.960784314	2	0.1%
2.268546904	2	0.1%
1.470588235	2	0.1%
4.092071611	2	0.1%
1.085883514	2	0.1%
Other values (1459)	1465	67.9%

Value	Count	Frequency (%)
0	672	31.2%
0.2664890073	1	< 0.1%
0.3350083752	1	< 0.1%
0.3429796356	1	< 0.1%
0.3583473862	1	< 0.1%
0.3591954023	1	< 0.1%
0.3797283482	1	< 0.1%
0.3985507246	1	< 0.1%
0.407719489	1	< 0.1%
0.4217791411	1	< 0.1%

Value	Count	Frequency (%)
65.70983175	1	< 0.1%
61.9195923	1	< 0.1%
52.3923445	1	< 0.1%
49.7382782	1	< 0.1%
49.64012251	1	< 0.1%
47.78177458	1	< 0.1%
46.80565801	1	< 0.1%
46.67831731	1	< 0.1%
45.23122824	1	< 0.1%
44.78908189	1	< 0.1%

feat_pct_asian
Real number (ℝ)

High correlation Zeros

Distinct	1167
Distinct (%)	54.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.219399

Minimum	0
Maximum	45.762712
Zeros	985
Zeros (%)	45.7%
Negative	0
Negative (%)	0.0%
Memory size	17.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.63603023
Q3	1.663821
95-th percentile	4.1546488
Maximum	45.762712
Range	45.762712
Interquartile range (IQR)	1.663821

Descriptive statistics

Standard deviation	2.4267418
Coefficient of variation (CV)	1.990113
Kurtosis	134.23954
Mean	1.219399
Median Absolute Deviation (MAD)	0.63603023
Skewness	8.9355214
Sum	2629.0242
Variance	5.8890759
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	985	45.7%
0.7571168988	2	0.1%
0.9958506224	2	0.1%
0.726744186	2	0.1%
0.6356968215	2	0.1%
0.8298755187	2	0.1%
0.9908536585	1	< 0.1%
0.8916714096	1	< 0.1%
2.170542636	1	< 0.1%
2.212750521	1	< 0.1%
Other values (1157)	1157	53.7%

Value	Count	Frequency (%)
0	985	45.7%
0.08422664625	1	< 0.1%
0.1182604956	1	< 0.1%
0.2338790511	1	< 0.1%
0.3357438017	1	< 0.1%
0.3418219108	1	< 0.1%
0.3549972693	1	< 0.1%
0.375782881	1	< 0.1%
0.377487989	1	< 0.1%
0.3862359551	1	< 0.1%

Value	Count	Frequency (%)
45.76271186	1	< 0.1%
45.69884928	1	< 0.1%
37.46478873	1	< 0.1%
19.63985885	1	< 0.1%
19.17853963	1	< 0.1%
18.24925816	1	< 0.1%
15.24171417	1	< 0.1%
15.17171467	1	< 0.1%
14.7905912	1	< 0.1%
14.56808199	1	< 0.1%

feat_pct_aian
Real number (ℝ)

Zeros

Distinct	464
Distinct (%)	21.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.97511703

Minimum	0
Maximum	78.571429
Zeros	1691
Zeros (%)	78.4%
Negative	0
Negative (%)	0.0%
Memory size	17.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	4.5445164
Maximum	78.571429
Range	78.571429
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4.6704497
Coefficient of variation (CV)	4.7896299
Kurtosis	89.00186
Mean	0.97511703
Median Absolute Deviation (MAD)	0
Skewness	8.3536943
Sum	2102.3523
Variance	21.8131
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1691	78.4%
2.056074766	2	0.1%
37.73584906	2	0.1%
5.626850938	1	< 0.1%
0.5080693365	1	< 0.1%
3.222836096	1	< 0.1%
0.4689498366	1	< 0.1%
1.685393258	1	< 0.1%
1.104681746	1	< 0.1%
0.4409769335	1	< 0.1%
Other values (454)	454	21.1%

Value	Count	Frequency (%)
0	1691	78.4%
0.01078620969	1	< 0.1%
0.01295879104	1	< 0.1%
0.01966411238	1	< 0.1%
0.03231077003	1	< 0.1%
0.03525499638	1	< 0.1%
0.04343715665	1	< 0.1%
0.04460688385	1	< 0.1%
0.04919054762	1	< 0.1%
0.05052418846	1	< 0.1%

Value	Count	Frequency (%)
78.57142857	1	< 0.1%
58.79120879	1	< 0.1%
56.75675676	1	< 0.1%
53.09734513	1	< 0.1%
52.72727273	1	< 0.1%
43.75	1	< 0.1%
43.16239316	1	< 0.1%
37.93103448	1	< 0.1%
37.73584906	2	0.1%
37.60330579	1	< 0.1%

	avg_premium_before_APTC	feat_market_newness	feat_net_attrition	feat_passive_renewal	feat_pct_FPL_100_150	feat_pct_FPL_150_250	feat_pct_FPL_250_400	feat_pct_FPL_400_plus	feat_pct_age_55_over	feat_pct_aian	feat_pct_asian	feat_pct_black	feat_pct_bronze	feat_pct_gold	feat_pct_hispanic	feat_subsidy_coverage_ratio
avg_premium_before_APTC	1.000	-0.080	0.243	-0.225	-0.250	0.176	0.266	0.174	0.314	-0.026	-0.278	-0.313	0.196	0.044	-0.185	0.232
feat_market_newness	-0.080	1.000	0.085	-0.130	-0.219	0.184	0.211	0.263	0.153	-0.019	0.247	0.003	-0.030	0.071	0.194	-0.302
feat_net_attrition	0.243	0.085	1.000	-0.513	-0.487	0.309	0.422	0.337	0.168	0.103	-0.077	-0.218	0.290	0.048	0.020	-0.326
feat_passive_renewal	-0.225	-0.130	-0.513	1.000	0.669	-0.347	-0.641	-0.556	-0.165	-0.033	0.128	0.453	-0.256	-0.135	-0.036	0.422
feat_pct_FPL_100_150	-0.250	-0.219	-0.487	0.669	1.000	-0.717	-0.925	-0.843	-0.424	-0.065	0.165	0.552	-0.558	-0.024	0.226	0.684
feat_pct_FPL_150_250	0.176	0.184	0.309	-0.347	-0.717	1.000	0.651	0.506	0.303	0.074	-0.208	-0.452	0.384	-0.027	-0.216	-0.390
feat_pct_FPL_250_400	0.266	0.211	0.422	-0.641	-0.925	0.651	1.000	0.830	0.424	0.029	-0.163	-0.535	0.554	0.062	-0.177	-0.623
feat_pct_FPL_400_plus	0.174	0.263	0.337	-0.556	-0.843	0.506	0.830	1.000	0.421	0.052	0.000	-0.394	0.511	0.059	-0.086	-0.660
feat_pct_age_55_over	0.314	0.153	0.168	-0.165	-0.424	0.303	0.424	0.421	1.000	-0.188	-0.194	-0.381	0.300	-0.127	-0.267	-0.399
feat_pct_aian	-0.026	-0.019	0.103	-0.033	-0.065	0.074	0.029	0.052	-0.188	1.000	0.205	0.036	0.102	0.053	0.194	0.010
feat_pct_asian	-0.278	0.247	-0.077	0.128	0.165	-0.208	-0.163	0.000	-0.194	0.205	1.000	0.512	-0.069	0.062	0.498	-0.078
feat_pct_black	-0.313	0.003	-0.218	0.453	0.552	-0.452	-0.535	-0.394	-0.381	0.036	0.512	1.000	-0.235	-0.091	0.245	0.260
feat_pct_bronze	0.196	-0.030	0.290	-0.256	-0.558	0.384	0.554	0.511	0.300	0.102	-0.069	-0.235	1.000	-0.312	-0.236	-0.402
feat_pct_gold	0.044	0.071	0.048	-0.135	-0.024	-0.027	0.062	0.059	-0.127	0.053	0.062	-0.091	-0.312	1.000	0.315	0.033
feat_pct_hispanic	-0.185	0.194	0.020	-0.036	0.226	-0.216	-0.177	-0.086	-0.267	0.194	0.498	0.245	-0.236	0.315	1.000	0.067
feat_subsidy_coverage_ratio	0.232	-0.302	-0.326	0.422	0.684	-0.390	-0.623	-0.660	-0.399	0.010	-0.078	0.260	-0.402	0.033	0.067	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	feat_pct_bronze	feat_pct_gold	feat_pct_FPL_100_150	feat_pct_FPL_150_250	feat_pct_FPL_250_400	feat_pct_FPL_400_plus	avg_premium_before_APTC	feat_subsidy_coverage_ratio	feat_net_attrition	feat_market_newness	feat_passive_renewal	feat_pct_age_55_over	feat_pct_black	feat_pct_hispanic	feat_pct_asian
0	16.797829	3.989145	49.253731	30.474898	12.184532	4.586160	665	0.879699	7.267324	18.317503	46.279070	21.628223	15.413840	2.062415	5.427408
1	27.560901	3.519557	48.674403	28.448475	14.539307	6.070852	661	0.842663	4.581480	16.625682	44.642610	25.797280	4.395604	3.534927	1.802044
2	20.198171	0.000000	72.980183	18.864329	4.992378	1.905488	669	0.910314	0.000000	11.013720	58.886510	23.246951	11.661585	0.000000	0.990854
3	32.663317	0.000000	67.788945	23.115578	5.577889	1.959799	656	0.925305	0.000000	13.869347	61.785298	20.402010	6.080402	0.753769	0.000000
4	27.072662	2.637071	60.254221	25.403149	9.561753	2.599127	678	0.905605	3.003314	13.906280	54.649625	23.809524	0.853728	3.528742	0.891671
5	19.170984	0.000000	79.080311	16.645078	2.590674	0.000000	649	0.906009	0.000000	12.564767	65.555556	20.401554	17.227979	0.000000	0.000000
6	12.325581	3.100775	56.821705	26.976744	10.232558	3.023256	692	0.897399	1.008969	14.573643	48.185118	23.488372	22.635659	0.930233	2.170543
7	16.278226	1.741181	68.749433	20.921375	6.456879	2.031378	629	0.931638	2.161691	14.954203	55.139689	22.472114	6.456879	1.450984	2.212751
8	18.146141	0.766212	75.387778	18.071389	4.055317	0.000000	618	0.923948	2.468498	13.997384	59.843546	18.258269	8.988974	2.616333	0.616707
9	26.090116	2.289244	63.989826	22.710756	8.502907	2.906977	707	0.923621	0.000000	12.354651	54.063018	28.379360	1.998547	0.690407	0.726744

	feat_pct_bronze	feat_pct_gold	feat_pct_FPL_100_150	feat_pct_FPL_150_250	feat_pct_FPL_250_400	feat_pct_FPL_400_plus	avg_premium_before_APTC	feat_subsidy_coverage_ratio	feat_net_attrition	feat_market_newness	feat_passive_renewal	feat_pct_age_55_over	feat_pct_hispanic	feat_pct_asian	feat_pct_aian
2146	16.666667	60.555556	25.000000	27.777778	32.777778	13.888889	1155	0.913420	13.342775	17.777778	25.000000	35.000000	0.000000	0.000000	0.000000
2147	23.721408	53.970702	17.527628	35.723464	27.088152	18.529941	1017	0.886922	11.344564	16.679517	25.354719	26.574145	3.880750	0.848111	0.565407
2148	25.777778	48.888889	19.703704	35.111111	29.333333	15.111111	1065	0.907042	12.968623	16.888889	29.768271	31.259259	5.037037	0.000000	0.000000
2149	26.844694	53.443429	16.760365	31.447646	30.885453	19.290232	988	0.866397	12.552487	18.552354	27.998274	24.877020	3.408292	1.791989	0.000000
2150	22.480620	55.986219	15.676141	36.003445	28.079242	19.379845	1025	0.880976	12.309441	20.155039	28.478964	26.959518	3.962102	0.000000	0.000000
2151	19.178082	50.085616	25.556507	33.176370	22.816781	16.309932	1111	0.900990	14.910044	23.672945	32.080763	32.448630	8.476027	2.183219	0.856164
2152	30.478088	54.467843	9.960159	20.660216	29.396699	34.832100	943	0.718982	15.146855	17.956744	30.419702	19.920319	4.894707	1.252134	0.000000
2153	18.922559	50.437710	23.905724	35.892256	23.367003	15.084175	995	0.896482	7.502762	17.912458	24.774405	24.242424	3.569024	1.010101	0.000000
2154	24.645892	51.416431	22.662890	33.711048	28.753541	14.164306	1051	0.917222	9.350289	19.971671	25.840708	28.470255	8.356941	0.000000	0.000000
2155	21.920290	51.086957	21.557971	34.601449	25.543478	16.666667	1157	0.897148	8.581172	19.746377	23.476298	38.224638	2.355072	0.000000	0.000000

Overview

Interactions

Correlations

Missing values

Sample

Overview

Variables

Interactions

Correlations

Missing values

Sample